{"query_echo":{"q":"","filters":{"analysis_type":["integrated modelling"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'integrated modelling' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":2,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=integrated+modelling","stability":"beta","ai_marking":{"digital_source_type":{"uri":"http://cv.iptc.org/newscodes/digitalsourcetype/trainedAlgorithmicMedia","name":"Created using Generative AI"},"notice":"Summary and key insights are generated using artificial intelligence."},"results":[{"id":"sei-001793","url":"https://climateinsightsdirectory.org/document/sei-001793","title":"Applying the nexus – meeting Ethiopia’s development goals by addressing links between water, energy and food","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"policy brief","language":"en","date_published":"2014","source_url":"https://www.sei.org/mediamanager/documents/Publications/SEI-PolicyBrief-Karlberg-nexus-Ethiopia.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines the food-energy-water nexus in Ethiopia's Lake Tana and Beles River basins, using the SEI nexus toolkit (WEAP-LEAP) to model three development scenarios. It finds that agricultural intensification and energy transitions are interdependent and potentially competitive, noting that Ethiopia has reached a \"biomass ceiling\" where demand for fuel, food, and fodder equals primary productivity. The analysis highlights trade-offs between hydropower production and maintaining critical water levels in Lake Tana, suggesting that a coordinated nexus approach is essential to meet the targets of the Growth and Transformation Plan (GTP) and the Climate Resilient Green Economy Strategy (CRGE) without compromising environmental sustainability.","ai_generated":true,"unit":"sei-001793#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Agricultural transformation and energy transition in the Upper Blue Nile basin are interdependent and may be competitive, as intensified agriculture increases energy requirements while the energy system remains heavily dependent on biomass from croplands.","ai_generated":true,"unit":"sei-001793#insight-1","date_modified":"2026-10-23"},{"text":"Ethiopia has reached a \"biomass ceiling,\" meaning the amount of biomass used for food, fodder, and fuel is approximately equal to the amount that grows in the country. This situation threatens biodiversity and may limit long-term economic development, necessitating a shift away from traditional biomass for energy and a reduction in livestock grazing on croplands.","ai_generated":true,"unit":"sei-001793#insight-2","date_modified":"2026-10-23"},{"text":"There is a conflict between upstream irrigation and other water needs; while upstream withdrawals can reduce water available for hydropower and ecosystems, properly managed dams can mitigate seasonal flow variations. This necessitates stakeholder dialogue regarding reservoir operations and dam governance.","ai_generated":true,"unit":"sei-001793#insight-3","date_modified":"2026-10-23"},{"text":"The SEI nexus toolkit (WEAP-LEAP) facilitated joint learning among scientists, NGOs, and planners from the water, energy, agriculture, and environment sectors, allowing them to assess the impacts of different development scenarios on ecosystems and stakeholders in the upper Blue Nile region.","ai_generated":true,"unit":"sei-001793#insight-4","date_modified":"2026-10-23"},{"text":"Comparison of development scenarios shows that prioritizing the maintenance of Lake Tana's water levels (the Nexus scenario) significantly reduces hydropower production compared to the National plans scenario, which achieves high hydropower output but compromises the lake's water levels.","ai_generated":true,"unit":"sei-001793#insight-5","date_modified":"2026-10-23"},{"text":"Under a business-as-usual (BAU) scenario, predicted biomass demand is more than double the amount produced in the study area, a situation described as untenable without substantial imports.","ai_generated":true,"unit":"sei-001793#insight-6","date_modified":"2026-10-23"}],"climate_tags":["biomass","hydropower","agricultural irrigation","biodiversity","land degradation","rural electrification"],"geography_discussed":["Lake Tana","Beles River"],"frame_perspective":[],"analysis_type":["scenario analysis","integrated modelling"]},{"id":"climstra-000345","url":"https://climateinsightsdirectory.org/document/climstra-000345","title":"Key policy-relevant findings emerging from Augures! 2023/2024 results","publisher":{"name":"Climate Strategies","organization":"climate-strategies"},"document_type":"executive summary","language":"en","date_published":null,"source_url":"https://climatestrategies.org/wp-content/uploads/2025/04/Key-policy-relevant-findings-emerging-from-Augures-20232024-results-.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Augures! project's 2023/2024 results evaluate the accuracy of seasonal weather forecasts and their ability to predict crop yields and economic impacts. Findings indicate that temperature anomalies are most accurately predicted in Southeastern Europe during summer months, while wheat and maize yields in Greece can be forecast 3-4 and 2 months in advance, respectively. The report emphasizes that extreme weather events cannot be predicted months in advance, necessitating investment in disaster preparedness, and calls for better farm management data to improve socio-economic impact predictions regarding poverty and food security.","ai_generated":true,"unit":"climstra-000345#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The accuracy of seasonal temperature predictions varies by region and time of year, showing higher precision for Southeastern Europe and the summer months from June to September.","ai_generated":true,"unit":"climstra-000345#insight-1","date_modified":"2026-10-23"},{"text":"It is impossible to predict extreme weather events several months in advance due to atmospheric chaos; for example, forecasts in August 2023 failed to predict the record rainfall in Greece in September 2023. Consequently, disaster preparedness programmes are essential.","ai_generated":true,"unit":"climstra-000345#insight-2","date_modified":"2026-10-23"},{"text":"In Greece, crop yields can be predicted with sufficient skill several months ahead, though wheat yields can be forecast earlier (3-4 months) than maize yields (2 months).","ai_generated":true,"unit":"climstra-000345#insight-3","date_modified":"2026-10-23"},{"text":"Economic modelling of socio-economic impacts is currently more accurate for wheat yields than for maize yields, with significant variance across subnational regions due to the diversity of farming systems.","ai_generated":true,"unit":"climstra-000345#insight-4","date_modified":"2026-10-23"},{"text":"While predictions for food security and poverty rates are possible, their accuracy depends on significant investment in high-quality farm management data to enable targeted policy interventions.","ai_generated":true,"unit":"climstra-000345#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate risk management","food security","climate change adaptation"],"geography_discussed":["Southeastern Europe"],"frame_perspective":[],"analysis_type":["integrated modelling","forecast verification","socio-economic impact assessment"]}]}